{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_\", \"score\": 0.9921875, \"detail\": {\"celebrities\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\"], \"accentColor\": \"456086\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"man\", \"necktie\", \"suit\", \"posing\", \"clothing\", \"wearing\", \"standing\", \"photo\", \"front\", \"jacket\", \"water\", \"bow\", \"camera\", \"dressed\", \"young\", \"holding\", \"smiling\", \"neck\", \"glasses\"], \"captions\": [{\"text\": \"a man wearing a suit and tie posing for a photo\", \"confidence\": 0.9936507697922888}]}, \"requestId\": \"0c4312d2-8c16-4417-95ae-ec0ee5beb0f7\", \"metadata\": {\"height\": 768, \"width\": 1024, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://chyjiqixuexiapi.cognitiveservices.azure.com/\"\n",
    "\n",
    "subscription_key = \"c7c2cceb5fdf45df9e54cebc5a03c7e6\"\n",
    "\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603545117034&di=8f8240de8c4b918def1b41c0c251456e&imgtype=0&src=http%3A%2F%2Fimg.yxad.cn%2Fimages%2F20200224%2Fa0b727ba757e4e3eaa5b6666cfa22df2.jpeg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.515625, 'detail': {'celebrities': []}}, {'name': 'people_portrait', 'score': 0.40234375, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Black', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Grey'], 'accentColor': '6B6060', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['necktie', 'person', 'indoor', 'clothing', 'young', 'boy', 'wearing', 'shirt', 'man', 'posing', 'suit', 'photo', 'camera', 'dress', 'smiling', 'standing', 'neck', 'front', 'green', 'dressed', 'hair', 'bow', 'room', 'purple'], 'captions': [{'text': 'a young man wearing a suit and tie smiling at the camera', 'confidence': 0.9680835355833831}]}, 'requestId': '843a0870-e58e-413d-8173-a6804c13e2f0', 'metadata': {'height': 533, 'width': 865, 'format': 'Png'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "image_path = \"C:/flash/tp1.png\"\n",
    "\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://chyjiqixuexiapi.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603545117034&di=8f8240de8c4b918def1b41c0c251456e&imgtype=0&src=http%3A%2F%2Fimg.yxad.cn%2Fimages%2F20200224%2Fa0b727ba757e4e3eaa5b6666cfa22df2.jpeg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"c7c2cceb5fdf45df9e54cebc5a03c7e6\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
